Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
“@sneakerhead226: I cant talk right now i got pussy on my tongue” Mixed Abusive User Added
“@slllick_: Y'all be like.. " I want a love like Rashad & New New"... Shit y'all already got one. Lying about who you are ass hoes lmao” 😂😂 Mixed Abusive User Added
“@skykardashian: Is "hoe by association" a real thing?” Yes. Mixed Abusive User Added
“@skinnysowhat: @PAPER_CHAYSIN you won't have to herd for hoes no more lol” lmao I hope not this shit SCHRESSFUL Mixed Abusive User Added
“@skinnysowhat: @PAPER_CHAYSIN aye and when the hoes start coming don't forget who put you on 😌” I won't !!! 😁😁😁 Mixed Abusive User Added
“@skimaskjojo: “@1waynostra: Dat bird bitch”HEAVY BIRDCAGE BITCH” byyyyyyrrrrrrrrrrrrr bitch 🐥 Mixed Abusive User Added
“@scoop82294: If you don't have your read receipts on you a bitch” the bitchyest bitch ever Mixed Abusive User Added
“@schoolfession: "This was hung in the boys bathroom..." - St. Dominic http://t.co/OErALv45gI” @outlawdipper silly bitches. Mixed Abusive User Added
“@sc_waters: “@what_evaittakes: Ya niggas play to fuck my niggas play for keeps😎”‼️😂😎”these bitches can't fuck wit me 😩😩 Mixed Abusive User Added
“@sarahecarroll: 100% of the female population needs to stop being such a bitch” Mixed Abusive User Added
“@sammyk1429: "I am not a bitch, I am the bitch. So that is Ms. Bitch to you!" 😜” Mixed Abusive User Added
“@salsteelo: I got 1 felony!!!” I got bitches Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph